Intelligent Systems: Emerging Trends and Challenges in Deep Neuro-Fuzzy Models and Explainable Artificial Intelligence

This book comprehensively covers an extensive array of topics within the realm of computational intelligence. The scope encompasses fuzzy logic, elucidating the principles and applications of this mathematical framework designed to handle uncertainty and imprecision in data. It delves into the fundamentals of neural networks, exploring their applications in diverse fields such as pattern recognition, image processing, and natural language processing.

• Covers a wide range of topics related to computational intelligence, including fuzzy logic, neural networks, and explainable artificial intelligence interpretation
• Discusses the challenges and limitations of computational intelligence techniques, such as the interpretability of artificial intelligence models and the need for ethical considerations in artificial intelligence applications
• Explains neural networks in natural language processing, neural networks in computer vision, and applications of neural networks in real-world scenarios
• Presents applications of computational intelligence in diverse areas such as robotics, transportation, web mining, healthcare, and finance
• Illustrates reinforcement learning-based control systems, adaptive control systems, neuro-fuzzy control systems, and applications of intelligent control systems

The text is primarily written for senior undergraduates, graduate students, and academic researchers in diverse fields, including electrical engineering, electronics and communication engineering, computer science and engineering, and information technology.

Siddhartha Roy is working as an associate professor, in the Department of Computer Science and Engineering Department, at the University of Engineering and Management, Kolkata. His main research interests include machine learning, deep learning, Blockchain applications, and network security. He has published research papers in journals and conferences of national and international repute.

Soumya Sen is presently working as an assistant professor, in A. K. Choudhury School of Information Technology, at the University of Calcutta, India. He has also worked in IBM India Pvt. Ltd, and RS Software. His industrial expertise includes ERP & Data Warehouse. His current research area interests are data warehouse and OLAP Tools, big data, service engineering, and distributed databases. He has around 85 research papers published in peer-reviewed journals and international conferences.

Agostino Cortesi is currently working as a professor, in the Department of Environmental Sciences, Informatics and Statistics, at Ca’ Foscari University, Italy. He has over 25 years of experience in software verification, having published over 150 articles in high-level international journals and international conference proceedings. His research interests focus on static analysis techniques, with particular emphasis on abstract interpretation.